Set options

knitr::opts_chunk$set(
  warning = FALSE, # show warnings during codebook generation
  message = FALSE, # show messages during codebook generation
  error = TRUE, # do not interrupt codebook generation in case of errors,
                # usually better for debugging
  echo = TRUE  # show R code
)
ggplot2::theme_set(ggplot2::theme_bw())

Prepare codebook

library(codebook)
library(labelled)

# Load data
codebook_data <- vroom::vroom(here::here("Data/Processed/Exp1/Kan_Processed_Exp1_Main_Rt_data.tsv"))

# Label variables
var_label(codebook_data$participant_id) <- "Unique identifier of the participant"
var_label(codebook_data$lab) <- "Unique identifier of the data collection site"
var_label(codebook_data$trial_id) <- "Unique identifier of a trial"
var_label(codebook_data$stim_type) <- "Congruency of the Stroop trial"
var_label(codebook_data$stimulus) <- "Word of the Stroop trial"
var_label(codebook_data$stim_color) <- "Ink of the Stroop trial"
var_label(codebook_data$response_time) <- "Response time to the Stroop trial in milliseconds"
var_label(codebook_data$is_previous_congruent) <- "Congruency of the previous trial"
var_label(codebook_data$is_congruent) <- "Congruency of the Stroop trial"
var_label(codebook_data$is_correct) <- "Correctness of the Stroop trial"
var_label(codebook_data$mean_rt) <- "Mean reaction time of the parcipant"
var_label(codebook_data$sd_rt) <- "Standard deviation of the reaction time of the participant"
var_label(codebook_data$cutoff_value_high) <- "Upper cutoff value for the trial"
var_label(codebook_data$cutoff_value_low) <- "Lower cutoff value for the trial"
var_label(codebook_data$is_outlier) <- "Flagging whether the trials' original response time was a low outlier (2), a high outlier (1) or not an outlier (0)"

Create codebook

codebook(codebook_data)

Metadata

Description

Dataset name: codebook_data

The dataset has N=4738 rows and 15 columns. 4738 rows have no missing values on any column.

Metadata for search engines

Date published: 2021-01-28

x
participant_id
lab
trial_id
stim_type
stimulus
stim_color
response_time
is_previous_congruent
is_congruent
is_correct
mean_rt
sd_rt
cutoff_value_high
cutoff_value_low
is_outlier

#Variables

participant_id

Unique identifier of the participant

Distribution

Distribution of values for participant_id

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
participant_id	Unique identifier of the participant	numeric	0	1	109	2055	3054	1959.03	696.9908	<U+2581><U+2585><U+2581><U+2587><U+2583>

lab

Unique identifier of the data collection site

Distribution

Distribution of values for lab

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	n_unique	empty	min	max	whitespace
lab	Unique identifier of the data collection site	character	0	1	3	0	4	8	0

trial_id

Unique identifier of a trial

Distribution

Distribution of values for trial_id

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
trial_id	Unique identifier of a trial	numeric	0	1	12	540	1016	513.5403	291.3311	<U+2586><U+2587><U+2586><U+2586><U+2587>

stim_type

Congruency of the Stroop trial

Distribution

Distribution of values for stim_type

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	n_unique	empty	min	max	whitespace
stim_type	Congruency of the Stroop trial	character	0	1	2	0	9	11	0

stimulus

Word of the Stroop trial

Distribution

Distribution of values for stimulus

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	n_unique	empty	min	max	whitespace
stimulus	Word of the Stroop trial	character	0	1	6	0	3	6	0

stim_color

Ink of the Stroop trial

Distribution

Distribution of values for stim_color

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	n_unique	empty	min	max	whitespace
stim_color	Ink of the Stroop trial	character	0	1	3	0	4	6	0

response_time

Response time to the Stroop trial in milliseconds

Distribution

Distribution of values for response_time

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
response_time	Response time to the Stroop trial in milliseconds	numeric	0	1	51	674	999	681.9847	139.9731	<U+2581><U+2581><U+2586><U+2587><U+2583>

is_previous_congruent

Congruency of the previous trial

Distribution

Distribution of values for is_previous_congruent

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
is_previous_congruent	Congruency of the previous trial	numeric	0	1	0	0	1	0.4917687	0.499985	<U+2587><U+2581><U+2581><U+2581><U+2587>

is_congruent

Congruency of the Stroop trial

Distribution

Distribution of values for is_congruent

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
is_congruent	Congruency of the Stroop trial	numeric	0	1	0	0	1	0.4841705	0.4998021	<U+2587><U+2581><U+2581><U+2581><U+2587>

is_correct

Correctness of the Stroop trial

Distribution

Distribution of values for is_correct

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
is_correct	Correctness of the Stroop trial	numeric	0	1	1	1	1	1	0	<U+2581><U+2581><U+2587><U+2581><U+2581>

mean_rt

Mean reaction time of the parcipant

Distribution

Distribution of values for mean_rt

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
mean_rt	Mean reaction time of the parcipant	numeric	0	1	420	681	904	682.1995	73.83225	<U+2581><U+2583><U+2587><U+2586><U+2581>

sd_rt

Standard deviation of the reaction time of the participant

Distribution

Distribution of values for sd_rt

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
sd_rt	Standard deviation of the reaction time of the participant	numeric	0	1	77	118	309	119.2952	21.13787	<U+2587><U+2585><U+2581><U+2581><U+2581>

cutoff_value_high

Upper cutoff value for the trial

Distribution

Distribution of values for cutoff_value_high

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
cutoff_value_high	Upper cutoff value for the trial	numeric	0	1	722	986	1194	980.4375	85.74618	<U+2581><U+2583><U+2587><U+2586><U+2581>

cutoff_value_low

Lower cutoff value for the trial

Distribution

Distribution of values for cutoff_value_low

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
cutoff_value_low	Lower cutoff value for the trial	numeric	0	1	-353	378	703	383.9614	95.57778	<U+2581><U+2581><U+2581><U+2587><U+2582>

is_outlier

Flagging whether the trials’ original response time was a low outlier (2), a high outlier (1) or not an outlier (0)

Distribution

Distribution of values for is_outlier

0 missing values.

Summary statistics

name	label	data_type	n_missing	complete_rate	min	median	max	mean	sd	hist
is_outlier	Flagging whether the trials’ original response time was a low outlier (2), a high outlier (1) or not an outlier (0)	numeric	0	1	0	0	2	0.0086534	0.1013371	<U+2587><U+2581><U+2581><U+2581><U+2581>

Missingness report

Codebook table

JSON-LD metadata

The following JSON-LD can be found by search engines, if you share this codebook publicly on the web.

{
  "name": "codebook_data",
  "datePublished": "2021-01-28",
  "description": "The dataset has N=4738 rows and 15 columns.\n4738 rows have no missing values on any column.\n\n\n## Table of variables\nThis table contains variable names, labels, and number of missing values.\nSee the complete codebook for more.\n\n|name                  |label                                                                                                               | n_missing|\n|:---------------------|:-------------------------------------------------------------------------------------------------------------------|---------:|\n|participant_id        |Unique identifier of the participant                                                                                |         0|\n|lab                   |Unique identifier of the data collection site                                                                       |         0|\n|trial_id              |Unique identifier of a trial                                                                                        |         0|\n|stim_type             |Congruency of the Stroop trial                                                                                      |         0|\n|stimulus              |Word of the Stroop trial                                                                                            |         0|\n|stim_color            |Ink of the Stroop trial                                                                                             |         0|\n|response_time         |Response time to the Stroop trial in milliseconds                                                                   |         0|\n|is_previous_congruent |Congruency of the previous trial                                                                                    |         0|\n|is_congruent          |Congruency of the Stroop trial                                                                                      |         0|\n|is_correct            |Correctness of the Stroop trial                                                                                     |         0|\n|mean_rt               |Mean reaction time of the parcipant                                                                                 |         0|\n|sd_rt                 |Standard deviation of the reaction time of the participant                                                          |         0|\n|cutoff_value_high     |Upper cutoff value for the trial                                                                                    |         0|\n|cutoff_value_low      |Lower cutoff value for the trial                                                                                    |         0|\n|is_outlier            |Flagging whether the trials' original response time was a low outlier (2), a high outlier (1) or not an outlier (0) |         0|\n\n### Note\nThis dataset was automatically described using the [codebook R package](https://rubenarslan.github.io/codebook/) (version 0.9.2).",
  "keywords": ["participant_id", "lab", "trial_id", "stim_type", "stimulus", "stim_color", "response_time", "is_previous_congruent", "is_congruent", "is_correct", "mean_rt", "sd_rt", "cutoff_value_high", "cutoff_value_low", "is_outlier"],
  "@context": "http://schema.org/",
  "@type": "Dataset",
  "variableMeasured": [
    {
      "name": "participant_id",
      "description": "Unique identifier of the participant",
      "@type": "propertyValue"
    },
    {
      "name": "lab",
      "description": "Unique identifier of the data collection site",
      "@type": "propertyValue"
    },
    {
      "name": "trial_id",
      "description": "Unique identifier of a trial",
      "@type": "propertyValue"
    },
    {
      "name": "stim_type",
      "description": "Congruency of the Stroop trial",
      "@type": "propertyValue"
    },
    {
      "name": "stimulus",
      "description": "Word of the Stroop trial",
      "@type": "propertyValue"
    },
    {
      "name": "stim_color",
      "description": "Ink of the Stroop trial",
      "@type": "propertyValue"
    },
    {
      "name": "response_time",
      "description": "Response time to the Stroop trial in milliseconds",
      "@type": "propertyValue"
    },
    {
      "name": "is_previous_congruent",
      "description": "Congruency of the previous trial",
      "@type": "propertyValue"
    },
    {
      "name": "is_congruent",
      "description": "Congruency of the Stroop trial",
      "@type": "propertyValue"
    },
    {
      "name": "is_correct",
      "description": "Correctness of the Stroop trial",
      "@type": "propertyValue"
    },
    {
      "name": "mean_rt",
      "description": "Mean reaction time of the parcipant",
      "@type": "propertyValue"
    },
    {
      "name": "sd_rt",
      "description": "Standard deviation of the reaction time of the participant",
      "@type": "propertyValue"
    },
    {
      "name": "cutoff_value_high",
      "description": "Upper cutoff value for the trial",
      "@type": "propertyValue"
    },
    {
      "name": "cutoff_value_low",
      "description": "Lower cutoff value for the trial",
      "@type": "propertyValue"
    },
    {
      "name": "is_outlier",
      "description": "Flagging whether the trials' original response time was a low outlier (2), a high outlier (1) or not an outlier (0)",
      "@type": "propertyValue"
    }
  ]
}`

Kan Exp1 Rt data codebook

Metadata

Description

participant_id

Distribution

Summary statistics

lab

Distribution

Summary statistics

trial_id

Distribution

Summary statistics

stim_type

Distribution

Summary statistics

stimulus

Distribution

Summary statistics

stim_color

Distribution

Summary statistics

response_time

Distribution

Summary statistics

is_previous_congruent

Distribution

Summary statistics

is_congruent

Distribution

Summary statistics

is_correct

Distribution

Summary statistics

mean_rt

Distribution

Summary statistics

sd_rt

Distribution

Summary statistics

cutoff_value_high

Distribution

Summary statistics

cutoff_value_low

Distribution

Summary statistics

is_outlier

Distribution

Summary statistics

Missingness report

Codebook table